{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "bd295808-5844-4ec2-9860-6c0d4bf19ff4",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from tqdm import tqdm\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "3a137a82-b0eb-493b-b315-961855b48ea9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(5, 360)\n"
     ]
    }
   ],
   "source": [
    "gr1 = np.load(\"data_evolution/GR1P.npy\", allow_pickle =True)\n",
    "gr2 = np.load(\"data_evolution/GR2P.npy\", allow_pickle =True)\n",
    "gr5 = np.load(\"data_evolution/GR5P.npy\", allow_pickle =True)\n",
    "gr7 = np.load(\"data_evolution/GR7P.npy\", allow_pickle =True)\n",
    "gr8 = np.load(\"data_evolution/GR8P.npy\", allow_pickle =True)\n",
    "gr9 = np.load(\"data_evolution/GR9P.npy\", allow_pickle =True)\n",
    "gr10 = np.load(\"data_evolution/GR10P.npy\", allow_pickle =True)\n",
    "\n",
    "\n",
    "gr1 = gr1[:,39:]\n",
    "gr2 = gr2[:,39:]\n",
    "gr5 = gr5[:,:]\n",
    "gr7 = gr7[:,:]\n",
    "gr8 = gr8[:,39:]\n",
    "gr9 = gr9[:,0:]\n",
    "gr10 = gr10[:,:]\n",
    "\n",
    "print(gr7.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "67b7da3e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(3882,) (3882,) (3882,)\n",
      "[ 2.  2.  2. ... 12. 12. 12.]\n"
     ]
    }
   ],
   "source": [
    "def growth(data, gr):\n",
    "    return np.ones(data.size)*gr\n",
    "\n",
    "\n",
    "rate = np.array([2, 2.5, 1, 7.5, 4.2, 30, 12])\n",
    "\n",
    "T = np.concatenate((gr1[0,:], gr2[0,:], gr5[0,:-450],\n",
    "                    gr7[0,:], gr8[0,:], gr9[0,0:111], gr10[0,:180]))\n",
    "R = np.concatenate((gr1[1,:], gr2[1,:], gr5[1,:-450],\n",
    "                    gr7[1,:], gr8[1,:], gr9[1,0:111], gr10[1,:180]))\n",
    "Gr = np.concatenate((growth(gr1[0,:],rate[0]),\n",
    "                     growth(gr2[0,:],rate[1]),\n",
    "                     growth(gr5[0,:-450],rate[2]),\n",
    "                     growth(gr7[0,:],rate[3]),\n",
    "                     growth(gr8[0,:],rate[4]),\n",
    "                     growth(gr9[0,0:111],rate[5]),\n",
    "                     growth(gr10[0,:180],rate[6])))\n",
    "print(T.shape, R.shape, Gr.shape)\n",
    "print(Gr)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "704fbb74",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0.82442145 0.60687781 0.20626499]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "import numpy as np \n",
    "from scipy.optimize import curve_fit \n",
    "import matplotlib.pyplot as plt \n",
    "from mpl_toolkits.mplot3d import Axes3D \n",
    "#%matplotlib widget   \n",
    "# Generate random 3D data points \n",
    "x = Gr\n",
    "y = T\n",
    "z = R\n",
    "\n",
    "data = np.array([x, y, z]).T\n",
    "y[y <= 0] = 3\n",
    "\n",
    "# Define mathematical function for curve fitting \n",
    "def func(xy, a, b, c): \n",
    "    x, y = xy\n",
    "    #a = 5\n",
    "    return a * y**b * x**c\n",
    "  \n",
    "# Perform curve fitting \n",
    "lower_bounds = [0.1, -float('inf'), -float('inf')]\n",
    "upper_bounds = [2, float('inf'), float('inf')]\n",
    "\n",
    "# Perform curve fitting with bounds\n",
    "popt, pcov = curve_fit(func, (x, y), z, bounds=(lower_bounds, upper_bounds))\n",
    "  \n",
    "# Print optimized parameters \n",
    "print(popt) \n",
    "\n",
    "labelsx = ['$10^0$', '$10^1$']\n",
    "labelsy = ['$10^1$', '$10^2$']\n",
    "labelsz = ['$10^1$', '$10^2$']\n",
    "\n",
    "\n",
    "fig = plt.figure(figsize=(8, 7), dpi=100) \n",
    "ax = Axes3D(fig) \n",
    "ax = fig.add_subplot(111, projection='3d') \n",
    "ax.scatter(np.log10(x),np.log10(y),np.log10(z), color='blue') \n",
    "x_range = np.linspace(1, 30, 100) \n",
    "y_range = np.linspace(10, 610, 600) \n",
    "X, Y = np.meshgrid(x_range, y_range) \n",
    "Z = func((X, Y), *popt) \n",
    "ax.plot_surface(np.log10(X), np.log10(Y), np.log10(Z), color='red', alpha=0.5)\n",
    "\n",
    "\n",
    "ax.set_xlabel('Growth rate [$\\\\AA$/s]') \n",
    "ax.set_ylabel('Thickness [$\\\\AA$]') \n",
    "ax.set_zlabel('Roughness [$\\\\AA$]')\n",
    "\n",
    "ax.set_xticks([0, 1], labelsx)\n",
    "ax.set_yticks([1, 2], labelsy)\n",
    "ax.set_zticks([1, 2], labelsz)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9764d1d0",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0f366529",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "TensorFlow2",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.18"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
